{"id":"W2804558796","doi":"10.12688/wellcomeopenres.14598.3","title":"Design and protocol for a pragmatic randomised study to optimise screening, prevention and care for tuberculosis and HIV in Malawi (PROSPECT Study)","year":2018,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"European Commission; Medical Research Council; Department for International Development; Department for International Development, UK Government; European and Developing Countries Clinical Trials Partnership; Wellcome Trust","keywords":"Medicine; Tuberculosis; GeneXpert MTB/RIF; Psychological intervention; Human immunodeficiency virus (HIV); Family medicine; Sputum; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02107508,0.0004867007,0.001836074,0.0009640219,0.000465641,0.0005599257,0.0006787014,0.0002975974,0.00008411774],"category_scores_gemma":[0.004448584,0.0003920593,0.0001112263,0.000377353,0.0002667489,0.0001513941,0.00354518,0.00103558,0.000006302392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002359101,"about_ca_system_score_gemma":0.0004601085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017375,"about_ca_topic_score_gemma":0.0006975823,"domain_scores_codex":[0.991799,0.003398647,0.001021924,0.001895912,0.0007497846,0.001134717],"domain_scores_gemma":[0.9946033,0.002712323,0.000165269,0.000944606,0.0008774987,0.0006969765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4145467,0.01397535,0.4273446,0.03048733,0.003334011,0.0002811647,0.03891215,0.0005818397,0.0005905115,0.00008514799,0.03100338,0.03885783],"study_design_scores_gemma":[0.5278235,0.1233902,0.214906,0.01055489,0.001011892,0.0001041858,0.04931576,0.05909329,0.0005974906,0.004456133,0.006414191,0.002332474],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2696491,0.0001257,0.002994285,0.001834793,0.00001884838,0.7250153,0.00004083613,0.00002311464,0.0002979195],"genre_scores_gemma":[0.09312292,0.00004639311,0.04159694,0.0000521914,0.0001377071,0.8636238,0.00006311287,0.0001010866,0.001255848],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2124386,"threshold_uncertainty_score":0.9998531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2174990301285504,"score_gpt":0.503861488241497,"score_spread":0.2863624581129466,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}